Sequential Recommendation on MicroLens (test)
79.06Recall@5MLLMRec-R1
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MLLMRec-R1Category=MLLM-based, Year=Ours, Candidate set size=102026.03 | 79.06 | — | — | 63.65 | — | — | 66.27 | 58.45 | |
| RecZeroCategory=LLM-based, Year=NIPS’25, Candidate set size=102026.03 | 70.62 | — | — | 56.48 | — | — | 60.32 | 51.66 | |
| MSRBenchCategory=MLLM-based, Year=WWW’25, Candidate set size=102026.03 | 68.97 | — | — | 52.58 | — | — | 55.43 | 47.39 | |
| BM3Category=Multimodal, Year=WWW’23, Candidate set size=102026.03 | 68.36 | — | — | 52.91 | — | — | 54.21 | 47.49 | |
| CL4SRecCategory=Traditional, Year=ICDE’22, Candidate set size=102026.03 | 68.26 | — | — | 51.86 | — | — | 54.82 | 46.94 | |
| LLaRACategory=LLM-based, Year=SIGIR’24, Candidate set size=102026.03 | 67.99 | — | — | 50.8 | — | — | 52.13 | 44.23 | |
| SPRecCategory=LLM-based, Year=WWW’25, Candidate set size=102026.03 | 67.98 | — | — | 51.38 | — | — | 54.73 | 46.9 | |
| AB-RecCategory=Multimodal, Year=KDD’25, Candidate set size=102026.03 | 67.4 | — | — | 51.25 | — | — | 54.26 | 46.45 | |
| MLLM-MSRCategory=MLLM-based, Year=AAAI’25, Candidate set size=102026.03 | 67.34 | — | — | 51.81 | — | — | 54.47 | 46.55 | |
| LATTICECategory=Multimodal, Year=MM’21, Candidate set size=102026.03 | 66.12 | — | — | 50.36 | — | — | 53.06 | 45.31 | |
| LightGCNCategory=Traditional, Year=SIGIR’20, Candidate set size=102026.03 | 66.04 | — | — | 49.13 | — | — | 51.38 | 43.44 | |
| SASRecCategory=Traditional, Year=ICDM’18, Candidate set size=102026.03 | 65.97 | — | — | 49.58 | — | — | 52.43 | 44.39 | |
| TallRecCategory=LLM-based, Year=Recsys’23, Candidate set size=102026.03 | 65.97 | — | — | 49.58 | — | — | 52.43 | 44.39 | |
| MoRecCategory=Multimodal, Year=SIGIR’23, Candidate set size=102026.03 | 65.15 | — | — | 49.7 | — | — | 52.67 | 45.37 | |
| GRU4RecCategory=Traditional, Year=ICLR’16, Candidate set size=102026.03 | 64.4 | — | — | 47.56 | — | — | 50.8 | 43.69 | |
| SETRec + CAREinstantiated on=SETRec2026.02 | 1.26 | 1.72 | 2.84 | 0.69 | 0.84 | 1.12 | — | — | |
| SETRec2026.02 | 1.21 | 1.68 | 3.19 | 0.68 | 0.83 | 1.2 | — | — | |
| VRecReasoning steps=multi-step2026.03 | 1.21 | 2.35 | — | 0.85 | 1.21 | — | — | — | |
| RPG2026.02 | 1.04 | 1.33 | 2.47 | 0.61 | 0.69 | 0.97 | — | — | |
| VRec-1StepReasoning steps=12026.03 | 1 | 1.54 | — | 0.76 | 0.93 | — | — | — | |
| HSTUparameter count=0.5B2026.02 | 0.98 | 1.42 | 2.03 | 0.63 | 0.77 | 0.92 | — | — | |
| SETRec2026.03 | 0.94 | 1.29 | — | 0.55 | 0.66 | — | — | — | |
| LatentR^32026.03 | 0.89 | 1.6 | — | 0.65 | 0.88 | — | — | — | |
| D32026.03 | 0.76 | 1.34 | — | 0.57 | 0.76 | — | — | — | |
| LatentTTS2026.03 | 0.69 | 1.23 | — | 0.5 | 0.68 | — | — | — | |
| LETTER2026.03 | 0.53 | 1.04 | — | 0.28 | 0.45 | — | — | — | |
| TIGER2026.03 | 0.52 | 0.75 | — | 0.23 | 0.3 | — | — | — | |
| SASRec2026.03 | 0.44 | 0.69 | — | 0.29 | 0.37 | — | — | — | |
| GRU4Rec2026.03 | 0.36 | 0.68 | — | 0.21 | 0.31 | — | — | — | |
| Caser2026.03 | 0.36 | 0.63 | — | 0.2 | 0.29 | — | — | — | |
| ReaRec*2026.02 | 0.22 | 0.27 | 0.46 | 0.14 | 0.15 | 0.2 | — | — |